{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "\n",
    "==================================================================\n",
    "\n",
    "研究文件目录\n",
    "\n",
    "目录    英文          说明\n",
    "-------------------------------------------------------------------\n",
    "数据    Data          存放研究文件和数据库\n",
    "版本    Version       研究历史版本文件\n",
    "范例    Share         案例收藏   \n",
    "项目    Projiect      项目文件\n",
    "临时    Temp          临时文件\n",
    "\n",
    "\n",
    "===================================================================\n",
    "\n",
    "研究项目代码对照\n",
    "\n",
    "项目    英文           缩写   代码编制举例\n",
    "-------------------------------------------------------------------\n",
    "债券    bond           BND\n",
    "商品    commodity      CMM    cmm_xag        cmm_oil\n",
    "基金    fund           FND    fnd_160216 \n",
    "复盘    Review         RVW\n",
    "指数    index          IDX    idx_sh_000902  idx_hsi\n",
    "宏观    macroscopic    MCR    mcr_10y        mcr_m1m2   \n",
    "行业    industry       IDU    ind_800100     \n",
    "板块    plate          PLT    plt_gn         plt_dq\n",
    "现金    money          MNY    mny_510010\n",
    "股票    stock          STK    stk_601001\n",
    "资讯    message        MSG    msg_wb_ed   msg_wx_gsyw   msg_xq_ed\n",
    "\n",
    "\n",
    "===================================================================\n",
    "\n",
    "包文件对照\n",
    "\n",
    "文件名 说明            分类文件\n",
    "-------------------------------------------------------------------\n",
    "\n",
    "dm     数据读写引擎\n",
    "ds     数据源引擎      ds_xueqiu  ds_hsi \n",
    "pf     研究项目框架    pf_idx     pf_mcr\n",
    "vd     交互控件框架    vd_idx     vd_stk\n",
    "tl     工具包          tl_mail\n",
    "at     消息推送\n",
    "\n",
    "\"\"\""
   ]
  },
  {
   "attachments": {
    "_auto_2": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![_auto_2](attachment:_auto_2)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
